Pedro Domingos, author of The Master Algorithm and Head of Machine Learning at DE Shaw, responds to deep learning optimists who believe scaling backpropagation with more data and GPUs will solve AI.
“I actually do not believe that that's the case. I think Backprop will not get us there.”
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More from Pedro Domingos
Opinion
Domingos: Mandating total model explainability literally makes deep learning illegal
“And at the end of the day, you know, you can't, like the European Union, mandate that every model has to be explainable, right? Because then, if you read that law literally, it makes deep learning illegal, right?”
Pedro DomingosOct 22, 2019▶ 32:31Fireside Chat: Pedro Domingos, Head of Machine Learning, DE Shaw (FirstMark's Data Driven NYC)
Opinion
Pedro Domingos: Very little of current machine learning capability has been deployed
“With the existing machine learning technology, of what we can do with that, how much have we done? Very little so far. So there's enormous amount for, enormous scope to do things there. Not just in finance, but in a lot of other fields, right?”
Pedro DomingosOct 22, 2019▶ 4:14Fireside Chat: Pedro Domingos, Head of Machine Learning, DE Shaw (FirstMark's Data Driven NYC)
PredictionNot checkable as stated
Domingos: AI is too early to predict 20 years into the future
“I would say we are so much in the beginning that we can't even really picture where we're going to be 20 years from now.”
Pedro DomingosOct 22, 2019▶ 4:55Fireside Chat: Pedro Domingos, Head of Machine Learning, DE Shaw (FirstMark's Data Driven NYC)
Insight
Domingos: The hardest problem in AI is learning representation
“The hardest problem in AI is coming up with a representation. Once you've done that, the rest follows, and when you don't do that, you don't really get very far”
Pedro DomingosOct 22, 2019▶ 18:14Fireside Chat: Pedro Domingos, Head of Machine Learning, DE Shaw (FirstMark's Data Driven NYC)
Insight
Domingos: AI is an amazing tool for authoritarianism
“AI can be a great tool for democracy. It is also unfortunately an amazing tool for authoritarianism.”
Pedro DomingosOct 22, 2019▶ 25:40Fireside Chat: Pedro Domingos, Head of Machine Learning, DE Shaw (FirstMark's Data Driven NYC)
Insight
Domingos: Dumb AI is vastly more dangerous than smart AI
“The real danger of AI is not that computers will get too smart and take over the world. The real danger is that computers are too stupid, and they've already taken over the world, right? Computers are making decisions about us the whole time, and they're dumb,…”
Pedro DomingosOct 22, 2019▶ 26:57Fireside Chat: Pedro Domingos, Head of Machine Learning, DE Shaw (FirstMark's Data Driven NYC)
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